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import warnings
from unittest import TestCase
from unittest.mock import Mock
from Orange.data import Domain, DiscreteVariable
from Orange.data import ContinuousVariable
from Orange.util import OrangeDeprecationWarning
from Orange.widgets.settings import DomainContextHandler, ContextSetting
from Orange.widgets.utils import vartype
Continuous = 100 + vartype(ContinuousVariable("x"))
Discrete = 100 + vartype(DiscreteVariable("x"))
class TestDomainContextHandler(TestCase):
def setUp(self):
self.domain = Domain(
attributes=[ContinuousVariable('c1'),
DiscreteVariable('d1', values='abc'),
DiscreteVariable('d2', values='def')],
class_vars=[DiscreteVariable('d3', values='ghi')],
metas=[ContinuousVariable('c2'),
DiscreteVariable('d4', values='jkl')]
)
self.args = (self.domain,
{'c1': Continuous - 100, 'd1': Discrete - 100,
'd2': Discrete - 100, 'd3': Discrete - 100},
{'c2': Continuous - 100, 'd4': Discrete - 100, })
self.handler = DomainContextHandler()
self.handler.read_defaults = lambda: None
def test_encode_domain_with_match_none(self):
handler = DomainContextHandler(
match_values=DomainContextHandler.MATCH_VALUES_NONE)
encoded_attributes, encoded_metas = handler.encode_domain(self.domain)
self.assertEqual(encoded_attributes,
{'c1': Continuous - 100, 'd1': Discrete - 100,
'd2': Discrete - 100, 'd3': Discrete - 100})
self.assertEqual(encoded_metas,
{'c2': Continuous - 100, 'd4': Discrete - 100, })
def test_encode_domain_with_match_class(self):
handler = DomainContextHandler(
match_values=DomainContextHandler.MATCH_VALUES_CLASS)
encoded_attributes, encoded_metas = handler.encode_domain(self.domain)
self.assertEqual(encoded_attributes,
{'c1': Continuous - 100, 'd1': Discrete - 100,
'd2': Discrete - 100,
'd3': tuple('ghi')})
self.assertEqual(encoded_metas,
{'c2': Continuous - 100, 'd4': Discrete - 100})
def test_encode_domain_with_match_all(self):
handler = DomainContextHandler(
match_values=DomainContextHandler.MATCH_VALUES_ALL)
encoded_attributes, encoded_metas = handler.encode_domain(self.domain)
self.assertEqual(encoded_attributes,
{'c1': Continuous - 100, 'd1': tuple('abc'),
'd2': tuple('def'), 'd3': tuple('ghi')})
self.assertEqual(encoded_metas,
{'c2': Continuous - 100, 'd4': tuple('jkl')})
def test_match_returns_1_if_everything_matches(self):
self.handler.bind(SimpleWidget)
# Attributes in values
context = Mock(values=dict(
with_metas=('d1', Discrete),
required=('d1', Discrete)))
self.assertEqual(1., self.handler.match(context, *self.args))
# Metas in values
context = Mock(values=dict(
with_metas=('d4', Discrete),
required=('d1', Discrete)))
self.assertEqual(1., self.handler.match(context, *self.args))
# Attributes in lists
context = Mock(values=dict(
with_metas=[("d1", Discrete)]
))
self.assertEqual(1., self.handler.match(context, *self.args))
# Metas in lists
context = Mock(values=dict(
with_metas=[("d4", Discrete)]
))
self.assertEqual(1., self.handler.match(context, *self.args))
def test_match_when_nothing_to_match(self):
self.handler.bind(SimpleWidget)
context = Mock(values={})
self.assertEqual(0.1, self.handler.match(context, *self.args))
def test_match_returns_zero_on_incompatible_context(self):
self.handler.bind(SimpleWidget)
# required
context = Mock(values=dict(required=('u', Discrete),
with_metas=('d1', Discrete)))
self.assertEqual(0, self.handler.match(context, *self.args))
def test_clone_context(self):
self.handler.bind(SimpleWidget)
context = self.create_context(self.domain, dict(
text=('u', -2),
with_metas=[('d1', Discrete), ('d1', Continuous),
('c1', Continuous), ('c1', Discrete)],
required=('u', Continuous)
))
new_values = self.handler.clone_context(context, *self.args).values
self.assertEqual(new_values['text'], ('u', -2))
self.assertEqual([('d1', Discrete), ('c1', Continuous)],
new_values['with_metas'])
self.assertNotIn('required', new_values)
def test_open_context(self):
self.handler.bind(SimpleWidget)
context = self.create_context(self.domain, dict(
text=('u', -2),
with_metas=[('d1', Discrete), ('d2', Discrete)]
))
self.handler.global_contexts = \
[context, Mock(values={})]
widget = SimpleWidget()
self.handler.initialize(widget)
old_metas_list = widget.with_metas
self.handler.open_context(widget, self.args[0])
context = widget.current_context
self.assertEqual(context.attributes, self.args[1])
self.assertEqual(context.metas, self.args[2])
self.assertIs(old_metas_list, widget.with_metas)
self.assertEqual(widget.text, 'u')
self.assertEqual(widget.with_metas, [('d1', Discrete),
('d2', Discrete)])
def test_open_context_with_imperfect_match(self):
self.handler.bind(SimpleWidget)
context = self.create_context(None, dict(
text=('u', -2),
with_metas=[('d1', Discrete), ('d1', Continuous),
('c1', Continuous), ('c1', Discrete)]
))
self.handler.global_contexts = \
[context, Mock(values={})]
widget = SimpleWidget()
self.handler.initialize(widget)
self.handler.open_context(widget, self.args[0])
context = widget.current_context
self.assertEqual(context.attributes, self.args[1])
self.assertEqual(context.metas, self.args[2])
self.assertEqual(widget.text, 'u')
self.assertEqual(widget.with_metas, [('d1', Discrete),
('c1', Continuous)])
def test_open_context_not_first_match(self):
self.handler.bind(SimpleWidget)
context = self.create_context(None, dict(
text=('u', -2),
with_metas=[('d1', Discrete), ('d1', Continuous),
('c1', Continuous), ('c1', Discrete)]
))
self.handler.global_contexts = \
[Mock(values={}), context, Mock(values={})]
self.handler.first_match = False
widget = SimpleWidget()
self.handler.initialize(widget)
self.handler.open_context(widget, self.args[0])
context = widget.current_context
self.assertEqual(context.attributes, self.args[1])
self.assertEqual(context.metas, self.args[2])
self.assertEqual(widget.text, 'u')
self.assertEqual(widget.with_metas, [('d1', Discrete),
('c1', Continuous)])
def test_open_context_with_no_match(self):
self.handler.bind(SimpleWidget)
widget = SimpleWidget()
self.handler.initialize(widget)
widget.text = 'u'
self.handler.open_context(widget, self.args[0])
self.assertEqual(widget.text, 'u')
self.assertEqual(widget.with_metas, [])
context = widget.current_context
self.assertEqual(context.attributes, self.args[1])
self.assertEqual(context.metas, self.args[2])
self.assertEqual(context.values['text'], ('u', -2))
def test_filter_value(self):
setting = ContextSetting([])
setting.name = "value"
def test_filter(before_value, after_value):
data = dict(value=before_value)
self.handler.filter_value(setting, data, *self.args)
self.assertEqual(data.get("value", None), after_value)
# filter list values
test_filter([], [])
# When list contains attributes asa tuple of (name, type),
# Attributes not present in domain should be filtered out
test_filter([("d1", Discrete), ("d1", Continuous),
("c1", Continuous), ("c1", Discrete)],
[("d1", Discrete), ("c1", Continuous)])
# All other values in list should remain
test_filter([0, [1, 2, 3], "abcd", 5.4], [0, [1, 2, 3], "abcd", 5.4])
def test_filter_value_dict(self):
setting = ContextSetting({})
setting.name = "value"
def test_filter(before_value, after_value):
data = dict(value=before_value)
self.handler.filter_value(setting, data, *self.args)
self.assertEqual(data.get("value", None), after_value)
# filter list values
test_filter({}, {})
# When list contains attributes asa tuple of (name, type),
# Attributes not present in domain should be filtered out
test_filter({("d1", Discrete): 1, ("d1", Continuous): 2,
("c1", Continuous): 3, ("c1", Discrete): 4},
{("d1", Discrete): 1, ("c1", Continuous): 3})
# All other values in list should remain
test_filter([0, [1, 2, 3], "abcd", 5.4], [0, [1, 2, 3], "abcd", 5.4])
def test_encode_setting(self):
setting = ContextSetting(None)
var = self.domain[0]
val = self.handler.encode_setting(None, setting, var)
self.assertEqual(val, (var.name, 100 + vartype(var)))
# Should not crash on anonymous variables
with self.assertWarns(OrangeDeprecationWarning):
var = ContinuousVariable()
val = self.handler.encode_setting(None, setting, var)
self.assertEqual(val, (var.name, 100 + vartype(var)))
def test_encode_list_settings(self):
setting = ContextSetting(None)
var1, var2 = self.domain[:2]
val = self.handler.encode_setting(None, setting, [None, var1, var2])
self.assertEqual(
val,
([None,
(var1.name, 100 + vartype(var1)),
(var2.name, 100 + vartype(var2))], -3))
a_list = [1, 2, 3]
val = self.handler.encode_setting(None, setting, a_list)
self.assertEqual(val, [1, 2, 3])
self.assertIsNot(val, a_list)
a_list = []
val = self.handler.encode_setting(None, setting, a_list)
self.assertEqual(val, [])
self.assertIsNot(val, a_list)
a_list = [None, None]
val = self.handler.encode_setting(None, setting, a_list)
self.assertEqual(val, [None, None])
self.assertIsNot(val, a_list)
def test_encode_dict_settings(self):
setting = ContextSetting(None)
var1, var2 = self.domain[:2]
val = self.handler.encode_setting(None, setting, {var1: 1, var2: 2})
self.assertEqual(
val,
({(var1.name, 100 + vartype(var1)): 1,
(var2.name, 100 + vartype(var2)): 2}, -4))
a_dict = {1: 2, 2: 3, 3: 4}
val = self.handler.encode_setting(None, setting, a_dict)
self.assertEqual(val, ({1: 2, 2: 3, 3: 4}, -2))
self.assertIsNot(val, a_dict)
a_dict = {}
val = self.handler.encode_setting(None, setting, a_dict)
self.assertEqual(val, ({}, -4))
self.assertIsNot(val, a_dict)
def test_decode_setting(self):
setting = ContextSetting(None)
var = self.domain[0]
val = self.handler.decode_setting(setting, (var.name, 100 + vartype(var)),
self.domain)
self.assertIs(val, var)
all_metas_domain = Domain([], metas=[var])
val = self.handler.decode_setting(setting, (var.name, 100 + vartype(var)),
all_metas_domain)
self.assertIs(val, var)
self.assertRaises(ValueError,
self.handler.decode_setting,
setting, (var.name, 100 + vartype(var)))
self.handler.decode_setting(setting, None, None)
def test_decode_list_setting(self):
setting = ContextSetting(None)
var1, var2 = self.domain[:2]
val = self.handler.decode_setting(
setting,
([None,
(var1.name, 100 + vartype(var1)),
(var2.name, 100 + vartype(var2))], -3),
self.domain)
self.assertEqual(val, [None, var1, var2])
val = self.handler.decode_setting(setting, [1, 2, 3], self.domain)
self.assertEqual(val, [1, 2, 3])
self.assertRaises(ValueError,
self.handler.decode_setting,
setting,
([None,
(var1.name, 100 + vartype(var1)),
(var2.name, 100 + vartype(var2))], -3)
)
val = self.handler.decode_setting(setting, ([None, None], -3), None)
self.assertEqual(val, [None, None])
def test_decode_dict_setting(self):
setting = ContextSetting(None)
var1, var2 = self.domain[:2]
val = self.handler.decode_setting(
setting,
({(var1.name, 100 + vartype(var1)): 1,
(var2.name, 100 + vartype(var2)): 2}, -4),
self.domain)
self.assertEqual(val, {var1: 1, var2: 2})
val = self.handler.decode_setting(
setting, ({1: 2, 2: 3, 3: 4}, -2), self.domain)
self.assertEqual(val, {1: 2, 2: 3, 3: 4})
self.assertRaises(ValueError,
self.handler.decode_setting,
setting,
({(var1.name, 100 + vartype(var1)): 1,
(var2.name, 100 + vartype(var2)): 2}, -4))
val = self.handler.decode_setting(setting, ({1: 2, 2: 3, 3: 4}, -2))
self.assertEqual(val, {1: 2, 2: 3, 3: 4})
def test_backward_compatible_params(self):
with warnings.catch_warnings(record=True) as w:
warnings.simplefilter("always")
DomainContextHandler(metas_in_res=True)
self.assertIn(OrangeDeprecationWarning,
[x.category for x in w])
def create_context(self, domain, values):
if domain is None:
domain = Domain([])
context = self.handler.new_context(domain,
*self.handler.encode_domain(domain))
context.values = values
return context
class SimpleWidget:
text = ContextSetting("")
with_metas = ContextSetting([], required=ContextSetting.OPTIONAL)
required = ContextSetting("", required=ContextSetting.REQUIRED)
def retrieveSpecificSettings(self):
pass
def storeSpecificSettings(self):
pass
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